1DevTool Wiki
Answers for AI Coding Agents & Dev Workflows
Living topic pages that answer the real questions developers ask about Claude Code, Codex CLI, agent guardrails, model routing, MCP, and multi-agent workflows — updated as the tools evolve.
Multi-agent control layers & cockpits
The signal across two dozen developer threads is consistent: the coding model is no longer the hard part. Claude Code, Codex, Cursor, Gemini CLI, and OpenCod…
AI coding agent guardrails & proof loops
AI coding has crossed a line. The question is no longer can the agent write the code — for everyday work that's largely settled. The question developers keep…
Model routing & AI coding costs
For most of AI coding's first wave, the argument was about which model wrote better code. In 2026 the argument moved to the meter. When GitHub Copilot switch…
Claude Code workflows & session control
Claude Code, Codex, Cursor, and the other agents write code well enough. What people keep struggling with is everything around the model: the session that qu…
Developer community outreach & authentic replies
Developers who do community support or founder-led outreach keep hitting the same wall: a technically correct, genuinely helpful reply gets two upvotes and a…
MCP & tool configuration for coding agents
The Model Context Protocol turned coding agents into something closer to an operating system. An agent no longer just writes a function — it opens terminals,…
Repo understanding & context for coding agents
The complaint underneath most AI-coding frustration is not "the model is dumb." It is that the agent loses the thread of your repository. The first few turns…
Engineering runbooks, docs & workflow checklists
There is a recurring, unglamorous problem behind almost every "the playbook wasn't followed" post-mortem: the docs an engineering team writes are shaped for…